Stock Market Prediction on High-Frequency Data Using Generative Adversarial Nets

Table 1

The sample stocks and their number of increasing directions and decreasing directions.

ID	Stock code	Increase	Decrease
1	000156.SZ	28927	30120
2	000432.SZ	28879	30168
3	000783.SZ	28310	30737
4	000938.SZ	28537	30510
5	000963.SZ	29192	29855
6	002007.SZ	28933	30114
7	002027.SZ	28623	30424
8	002153.SZ	28566	30481
9	002183.SZ	28795	30252
10	002195.SZ	28861	30186
11	002241.SZ	29084	29963
12	002241.SZ	28737	30310
13	002252.SZ	28696	30351
14	002292.SZ	28385	30662
15	002304.SZ	28914	30133
16	002415.SZ	29036	30011
17	002456.SZ	28671	30376
18	002475.SZ	28837	30210
19	002594.SZ	28525	30522
20	300017.SZ	28528	30519
21	300024.SZ	28411	30636
22	300072.SZ	28884	30163
23	300124.SZ	28632	30415
24	300146.SZ	29137	29910
25	600038.SH	28428	30619
26	600085.SH	28856	30191
27	600118.SH	28456	30591
28	600150.SH	28537	30510
29	600332.SH	29174	29873
30	600340.SH	28773	30274
31	600519.SH	29118	29929
32	600535.SH	29013	30034
33	600570.SH	28053	30994
34	600588.SH	28483	30564
35	600685.SH	28627	30420
36	600718.SH	28881	30166
37	600754.SH	28307	30740
38	600783.SH	28680	30367
39	601318.SH	28979	30068
40	601336.SH	28643	30404
41	601888.SH	28919	30128
42	603885.SH	28817	30230